Why Applying scale to my armature moves its position?
It's because your armature has currently a pose, once you've applied the scale, go in Pose mode and reset the pose (AltR, AltS, AltG) and the armature will be back to its default position.
You've given your armature a pose, poses take the bones position in local space into account, if you apply the scale it changes the distances.